For binary tree classification, the variable to predict should be encoded as 0 or 1. Although it's not technically necessary, I prefer to normalize all predictor values to the same range, typically ...

Binary Classification Using LightGBM. Dr. James McCaffrey from Microsoft Research presents a full-code, step-by-step tutorial on using the LightGBM tree-based system to perform binary classification ...